{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "54e48cf1-923d-422b-bd5e-1f17db17f8d9",
   "metadata": {
    "execution": {
     "shell.execute_reply.end": "2024-01-12T02:57:45.325960Z",
     "shell.execute_reply.started": "2024-01-12T02:57:45.321383Z",
     "to_execute": "2024-01-12T02:57:45.301Z"
    },
    "libroFormatter": "formatter-string"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "data_dict = {\"model\": [\"LLAVA-1.5\", \"Qwen-VL\", \"Qwen-VL-14B\"],\n",
    "                \"MMBench\":[67.7, 60.6, 75.7], \"MMBench-CN\": [63.6, 56.7, 69.8],\n",
    "                \"VqaV2\": [80.0, 78.2, 79.3], \"GQA\": [63.3, 57.5, 59.4], \"TextVQA\": [61.3, 63.8, 63.9],\n",
    "                \"VizWiz\": [53.6, 38.9, 45.3]}\n",
    "\n",
    "df = pd.DataFrame(data_dict)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "77bc0297-96e9-4a6e-9d09-8081ce689e87",
   "metadata": {
    "execution": {
     "shell.execute_reply.end": "2024-01-12T02:58:02.988079Z",
     "shell.execute_reply.started": "2024-01-12T02:58:02.746795Z",
     "to_execute": "2024-01-12T02:58:02.733Z"
    },
    "libroFormatter": "formatter-string"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f324814c850>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = df.columns.delete(0).tolist()\n",
    "labels.append(\"MMBench\")\n",
    "\n",
    "\n",
    "values = df.iloc[0].tolist()[1:]\n",
    "values.append(df.iloc[0].tolist()[1])\n",
    "\n",
    "# Number of variables we're plotting.\n",
    "num_vars = len(labels)\n",
    "\n",
    "# Split the circle into even parts and save the angles\n",
    "# so we know where to put each axis.\n",
    "angles = np.linspace(0, 2 * np.pi, num_vars, endpoint=False).tolist()\n",
    "\n",
    "# ax = plt.subplot(polar=True)\n",
    "fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
    "\n",
    "# Draw the outline of our data.\n",
    "ax.plot(labels, values,  label=\"LLAVA-1.5\", color='green', linewidth=1)\n",
    "# Fill it in.\n",
    "ax.fill(labels, values, color='green', alpha=0.25)\n",
    "\n",
    "values = df.iloc[1].tolist()[1:]\n",
    "values.append(df.iloc[1].tolist()[1])\n",
    "ax.plot(labels, values, label=\"Qwen-VL\", color='blue', linewidth=1)\n",
    "# Fill it in.\n",
    "ax.fill(labels, values, color='blue', alpha=0.25)\n",
    "values = df.iloc[2].tolist()[1:]\n",
    "values.append(df.iloc[2].tolist()[1])\n",
    "print(type(values))\n",
    "ax.plot(labels, values, label=\"CodeFuse-VLM-14B\", color='red', linewidth=1)\n",
    "# Fill it in.\n",
    "ax.fill(labels, values, color='red', alpha=0.25)\n",
    "\n",
    "ax.legend(loc='lower right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d66f7197-db7e-431c-9de8-c3db4f9b1aed",
   "metadata": {
    "libroFormatter": "formatter-string"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 5
}
